Self-supervised stain normalization empowers privacy-preserving and model generalization in digital pathology. [PDF]
Wang J +7 more
europepmc +1 more source
Heat generation in lithium‐ion batteries affects performance, aging, and safety, requiring accurate thermal modeling. Traditional methods face efficiency and adaptability challenges. This article reviews machine learning‐based and hybrid modeling approaches, integrating data and physics to improve parameter estimation and temperature prediction ...
Qi Lin +4 more
wiley +1 more source
FedGraphHE: A privacy-preserving federated graph neural network framework with dynamic homomorphic encryption and robust aggregation. [PDF]
Zuo A +5 more
europepmc +1 more source
Predictive models successfully screen nanoparticles for toxicity and cellular uptake. Yet, complex biological dynamics and sparse, nonstandardized data limit their accuracy. The field urgently needs integrated artificial intelligence/machine learning, systems biology, and open‐access data protocols to bridge the gap between materials science and safe ...
Mariya L. Ivanova +4 more
wiley +1 more source
A new adaptive federated learning approach for privacy preserving UAV anomaly detection under non-IID distributions. [PDF]
Bithi M, Masud ME, Hossain MA.
europepmc +1 more source
Real-time privacy-preserving coordination for cross-carrier truck platooning
Yikai Zeng +3 more
openalex +1 more source
Quantum-entangled neuro-symbolic swarm federation for privacy-preserving IoMT-driven multimodal healthcare. [PDF]
Ben Othman S, Ali O.
europepmc +1 more source
Elastic cloud platform for privacy-preserving data mining as a service
Shanel Reyes-Palacios +4 more
openalex +1 more source
A hybrid federated learning framework with generative AI for privacy-preserving and sustainable security in IOT-enabled smart environments. [PDF]
Ramalingam V +4 more
europepmc +1 more source

